{"id":"W3094841949","doi":"10.3389/fonc.2020.541928","title":"Gene Expression Signatures Identify Biologically Homogenous Subgroups of Grade 2 Meningiomas","year":2020,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"National Institute for Health and Care Research","keywords":"Grading (engineering); Homogeneous; Meningioma; Gene; Gene expression; Internal medicine; Oncology; Transcriptome; Observational study; Medicine; Bioinformatics; Pathology; Biology; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000174246,0.0002838712,0.0003022884,0.001019308,0.0003377868,0.00068346,0.0001497306,0.000322085,0.0005460224],"category_scores_gemma":[0.0005254631,0.0001184109,0.0004880872,0.0007749142,0.0002253375,0.0001798172,0.0003033587,0.0002225307,0.0002100072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004509294,"about_ca_system_score_gemma":0.0003969205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003336981,"about_ca_topic_score_gemma":0.004631327,"domain_scores_codex":[0.9998117,0.0000148664,0.00001481033,0.00007232957,0.00004135913,0.00004498615],"domain_scores_gemma":[0.9997717,0.00004229884,0.00008513871,0.00002479843,0.00004454902,0.00003163919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001115636,0.000106595,0.4812296,0.0003006228,0.0002578261,0.0003420755,0.0005667044,0.002346998,0.4887678,0.0004339016,0.0008398592,0.0236925],"study_design_scores_gemma":[0.0000215866,0.0001767201,0.9505592,0.00002828454,0.000207411,0.0006116061,0.0005073168,0.008432071,0.03548599,0.0009424798,0.002997217,0.00003016619],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995658,0.0004241764,0.001704321,0.00004507929,0.000005551173,0.0000209562,0.001589776,0.00004260482,0.0005095063],"genre_scores_gemma":[0.993926,0.0001940364,0.001847554,0.00003654601,0.000007095951,0.00003111972,0.00369278,0.00001053441,0.0002542924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003336981,"threshold_uncertainty_score":0.006635129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03483140260697818,"score_gpt":0.2997071708278775,"score_spread":0.2648757682208993,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}